{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6ded9cee",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from flownetwork import flownetwork as fn\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fbfb5a0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "demo = fn.attention_data\n",
    "gd = fn.constructFlowNetwork(demo)\n",
    "\n",
    "fig = plt.figure(figsize=(16, 10),facecolor='white')     \n",
    "pos={0: np.array([ 0.6 ,  0.8]),\n",
    " 2: np.array([ 0.6,  0.2]),\n",
    " 1: np.array([ 0.75,  0.6]),\n",
    " 6: np.array([ 0.75,  0.4]),\n",
    " 4: np.array([ 1,  0.8]),\n",
    " 5: np.array([ 1,  0.5]),\n",
    " 3: np.array([ 1,  0.2 ]),\n",
    " 'sink': np.array([ 1.3,  0.5]),\n",
    " 'source': np.array([.3,  0.5])}\n",
    "\n",
    "\n",
    "\n",
    "width=[float(d['weight']*1.2) for (u,v,d) in gd.edges(data=True)]\n",
    "edge_labels=dict([((u,v,),d['weight']) for u,v,d in gd.edges(data=True)])\n",
    "nx.draw_networkx_edge_labels(gd,pos,edge_labels=edge_labels, font_size = 15,alpha = .5)\n",
    "nx.draw(gd, pos, node_size = 3000, node_color = 'orange', \n",
    "        alpha = 0.2, width = width, edge_color='orange',style='solid')\n",
    "nx.draw_networkx_labels(gd,pos,font_size=18)\n",
    "for k,  i in enumerate(demo):\n",
    "    plt.text(-.1, .82-.035*k, '$%s  \\\\rightarrow  %i$' % (i[0], i[1]) , fontsize = 25)\n",
    "plt.arrow(.04, .5,  .1, 0, color='orange', width=0.04, head_width = .07)   \n",
    "plt.xlim(-.1, 1.5)\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "26484418",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NodeView(('源', 0, 6, '汇', 1, 2, 3, 4, 5))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demo = fn.attention_data\n",
    "gd = fn.constructFlowNetwork(demo)\n",
    "mapping = {'sink':'汇', 'source': '源'}\n",
    "gd = nx.relabel_nodes(gd, mapping)\n",
    "gd.nodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0c23c1a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 10),facecolor='white')     \n",
    "pos={0: np.array([ 0.6 ,  0.8]),\n",
    " 2: np.array([ 0.6,  0.2]),\n",
    " 1: np.array([ 0.75,  0.6]),\n",
    " 6: np.array([ 0.75,  0.4]),\n",
    " 4: np.array([ 1,  0.8]),\n",
    " 5: np.array([ 1,  0.5]),\n",
    " 3: np.array([ 1,  0.2 ]),\n",
    " '汇': np.array([ 1.3,  0.5]),\n",
    " '源': np.array([.3,  0.5])}\n",
    "\n",
    "\n",
    "\n",
    "width=[float(d['weight']*1.2) for (u,v,d) in gd.edges(data=True)]\n",
    "edge_labels=dict([((u,v,),d['weight']) for u,v,d in gd.edges(data=True)])\n",
    "nx.draw_networkx_edge_labels(gd,pos,edge_labels=edge_labels, font_size = 15,alpha = .5)\n",
    "nx.draw(gd, pos, node_size = 3000, node_color = 'orange', \n",
    "        alpha = 0.2, width = width, edge_color='orange',style='solid')\n",
    "nx.draw_networkx_labels(gd,pos,font_size=18)\n",
    "for k,  i in enumerate(demo):\n",
    "    plt.text(-.1, .82-.035*k, '$%s  \\\\rightarrow  %i$' % (i[0], i[1]) , fontsize = 25)\n",
    "plt.arrow(.04, .5,  .1, 0, color='orange', width=0.04, head_width = .07)   \n",
    "plt.xlim(-.1, 1.5)\n",
    "plt.savefig('图6-3.pdf')\n",
    "plt.show() \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6923e685",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
